Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness

7 February 2023

Papers citing "Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness"

38 / 88 papers shown

Title
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models Yixin Liu Kai Zhang Yuan Li Zhiling Yan Chujie Gao ... Yue Huang Hanchi Sun Jianfeng Gao Lifang He Lichao Sun VLM VGen EGVM 75 259 0 27 Feb 2024
The Male CEO and the Female Assistant: Gender Biases in Text-To-Image Generation of Dual Subjects Yixin Wan Kai-Wei Chang 15 0 0 16 Feb 2024
FoolSDEdit: Deceptively Steering Your Edits Towards Targeted Attribute-aware Distribution Qi Zhou Donghai Hong Tianlin Li Zhihong Xu Yang Liu Kui Ren Wenhai Wang Qing-Wu Guo AAML DiffM 16 2 0 06 Feb 2024
AI-generated faces influence gender stereotypes and racial homogenization Nouar Aldahoul Talal Rahwan Yasir Zaki 27 2 0 01 Feb 2024
Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You Felix Friedrich Katharina Hämmerl P. Schramowski Manuel Brack Jindrich Libovický Kristian Kersting Alexander Fraser EGVM 24 10 0 29 Jan 2024
Generalized People Diversity: Learning a Human Perception-Aligned Diversity Representation for People Images Hansa Srinivasan Candice Schumann Aradhana Sinha David Madras Gbolahan O. Olanubi Alex Beutel Susanna Ricco Jilin Chen 27 5 0 25 Jan 2024
Large-scale Reinforcement Learning for Diffusion Models Yinan Zhang Eric Tzeng Yilun Du Dmitry Kislyuk VLM 31 31 0 20 Jan 2024
Fair Sampling in Diffusion Models through Switching Mechanism Yujin Choi Jinseong Park Hoki Kim Jaewook Lee Saeroom Park DiffM 26 6 0 06 Jan 2024
Quality-Diversity Generative Sampling for Learning with Synthetic Data Allen Chang Matthew C. Fontaine Serena Booth Maja J. Matarić Stefanos Nikolaidis 42 1 0 22 Dec 2023
RS-Corrector: Correcting the Racial Stereotypes in Latent Diffusion Models Yue Jiang Yueming Lyu Tianxiang Ma Bo Peng Jing Dong 45 3 0 08 Dec 2023
TIBET: Identifying and Evaluating Biases in Text-to-Image Generative Models Aditya Chinchure Pushkar Shukla Gaurav Bhatt Kiri Salij K. Hosanagar Leonid Sigal Matthew A. Turk 21 22 0 03 Dec 2023
SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples Phillip Howard Avinash Madasu Tiep Le Gustavo Lujan Moreno Anahita Bhiwandiwalla Vasudev Lal 52 16 0 30 Nov 2023
Fair Text-to-Image Diffusion via Fair Mapping Jia Li Lijie Hu Jingfeng Zhang Tianhang Zheng Hua Zhang Di Wang 46 14 0 29 Nov 2023
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image Generation Hang Li Chengzhi Shen Philip H. S. Torr Volker Tresp Jindong Gu 24 31 0 28 Nov 2023
LEDITS++: Limitless Image Editing using Text-to-Image Models Manuel Brack Felix Friedrich Katharina Kornmeier Linoy Tsaban P. Schramowski Kristian Kersting Apolinário Passos DiffM 32 69 0 28 Nov 2023
Leveraging Diffusion Perturbations for Measuring Fairness in Computer Vision Nicholas Lui Bryan Chia William Berrios Candace Ross Douwe Kiela 24 2 0 25 Nov 2023
Finetuning Text-to-Image Diffusion Models for Fairness Xudong Shen Chao Du Tianyu Pang Min-Bin Lin Yongkang Wong Mohan S. Kankanhalli 26 50 0 11 Nov 2023
Confounder Balancing in Adversarial Domain Adaptation for Pre-Trained Large Models Fine-Tuning Shuoran Jiang Qingcai Chen Yang Xiang Youcheng Pan Xiangping Wu AI4CE 21 0 0 24 Oct 2023
Mitigating stereotypical biases in text to image generative systems Piero Esposito Parmida Atighehchian Anastasis Germanidis Deepti Ghadiyaram 25 16 0 10 Oct 2023
Toward effective protection against diffusion based mimicry through score distillation Haotian Xue Chumeng Liang Xiaoyu Wu Yongxin Chen DiffM AAML 35 32 0 02 Oct 2023
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic Segmentation Quang H. Nguyen T. Vu Anh Tran Kim Dan Nguyen DiffM 27 83 0 25 Sep 2023
Survey of Social Bias in Vision-Language Models Nayeon Lee Yejin Bang Holy Lovenia Samuel Cahyawijaya Wenliang Dai Pascale Fung VLM 44 16 0 24 Sep 2023
DiffusionWorldViewer: Exposing and Broadening the Worldview Reflected by Generative Text-to-Image Models Zoe De Simone Angie Boggust Arvindmani Satyanarayan Ashia Wilson 34 1 0 18 Sep 2023
Limitations of Face Image Generation Harrison Rosenberg Shimaa Ahmed Guruprasad V Ramesh Ramya Korlakai Vinayak Kassem Fawaz 33 1 0 13 Sep 2023
ITI-GEN: Inclusive Text-to-Image Generation Cheng Zhang Xuanbai Chen Siqi Chai Chen Henry Wu Dmitry Lagun Thabo Beeler Fernando de la Torre VLM 30 52 0 11 Sep 2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity Melissa Hall Candace Ross Adina Williams Nicolas Carion M. Drozdzal Adriana Romero Soriano EGVM 24 5 0 11 Aug 2023
Elucidate Gender Fairness in Singing Voice Transcription Xiangming Gu Weizhen Zeng Ye Wang 22 3 0 05 Aug 2023
The Bias Amplification Paradox in Text-to-Image Generation P. Seshadri Sameer Singh Yanai Elazar DiffM 21 39 0 01 Aug 2023
Balancing the Picture: Debiasing Vision-Language Datasets with Synthetic Contrast Sets Brandon Smith Miguel Farinha S. Hall Hannah Rose Kirk Aleksandar Shtedritski Max Bain 41 19 0 24 May 2023
MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal Image Generation Marco Bellagente Manuel Brack H. Teufel Felix Friedrich Bjorn Deiseroth ... Koen Oostermeijer Andres Felipe Cruz Salinas P. Schramowski Kristian Kersting Samuel Weinbach 36 15 0 24 May 2023
Inspecting the Geographical Representativeness of Images from Text-to-Image Models Aparna Basu R. Venkatesh Babu Danish Pruthi DiffM 25 39 0 18 May 2023
One Explanation Does Not Fit XIL Felix Friedrich David Steinmann Kristian Kersting LRM 37 2 0 14 Apr 2023
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models Eric Zhang Kai Wang Xingqian Xu Zhangyang Wang Humphrey Shi DiffM 46 175 0 30 Mar 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 30 96 0 31 Jan 2023
Discovering and Mitigating Visual Biases through Keyword Explanation Younghyun Kim Sangwoo Mo Minkyu Kim Kyungmin Lee Jaeho Lee Jinwoo Shin 40 32 0 26 Jan 2023
Exploiting Cultural Biases via Homoglyphs in Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Felix Friedrich Manuel Brack P. Schramowski Kristian Kersting 73 26 0 19 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019